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## ESMValTool
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The Earth System Model Evaluation Tool (ESMValTool) is a community-development
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that aims at improving diagnosing and understanding of the causes and effects
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of model biases and inter-model spread. The ESMValTool is open to both users
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and developers encouraging open exchange of diagnostic source code and
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evaluation results from the Coupled Model Intercomparison Project (CMIP) ensemble.
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This will facilitate and improve ESM evaluation beyond the state-of-the-art and
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aims at supporting the activities within CMIP and at individual modelling centers.
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We envisage running the ESMValTool routinely on the CMIP model output utilizing
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observations available through the Earth System Grid Federation (ESGF) in standard
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formats (obs4MIPs) or made available at ESGF nodes.
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The goal is to develop a benchmarking and evaluation tool that produces
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well-established analyses as soon as model output from CMIP simulations becomes
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available, e.g., at one of the central repositories of the ESGF.
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This is realized through standard recipes that reproduce a certain set of
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diagnostics and performance metrics that have demonstrated its importance in
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benchmarking Earth System Models (ESMs) in a paper or assessment report,
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such as Chapter 9 of the Intergovernmental Panel on Climate Change (IPCC)
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Fifth Assessment Report (AR5) (Flato et al., 2013).
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The expectation is that in this way a routine and systematic evaluation of
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model results can be made more efficient, thereby enabling scientists to
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focus on developing more innovative methods of analysis rather than
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constantly having to “reinvent the wheel”.
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## ESMValTool community.
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The ESMValTool community includes scientists and programmers from around the world.
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ESMValTool has been used to analyse data
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## Obs4MIPs
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In parallel to standardization of model output, the ESGF also hosts observations
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for Model Intercomparison Projects (obs4MIPs) and reanalyses data (ana4MIPs).
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Obs4MIPs provides open access data sets of satellite data that are comparable
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in terms of variables, temporal and spatial frequency, and periods to CMIP model
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output (Taylor et al., 2012). The ESMValTool utilizes these observations and
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reanalyses from ana4MIPs plus additionally available observations in order to
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evaluate the models performance. In many diagnostics and metrics, more than
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one observational data set or meteorological reanalysis is used to assess
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uncertainties in observations.
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The main idea of the ESMValTool is to provide a broad suite of diagnostics which
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can be performed easily when new model simulations are run.
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The suite of diagnostics needs to be broad enough to reflect the diversity and
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complexity of Earth System Models, but must also be robust enough to be run
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routinely or semi-operationally. In order the address these challenging
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objectives the ESMValTool is conceived as a framework which allows community
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contributions to be bound into a coherent framework.
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The Earth System Model Evaluation Tool, ESMValTool, is a python-based
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software toolkit built to evaluate models of the Earths climate.
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ESMVAlTool is made to be:
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- Versatile
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- Flexible
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- Modular
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- Standardised 
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- Community driven
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The toolkit is built with a sensible and modern code development process.
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Where possible, we follow software development best practices,
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including code review & monitoring, unit & integration testing,
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and fully transparent design decisions.
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ESMValTool is open source and available on github, and is written
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in PEP8-compliant Python3.
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For more details on ESMValTool, please go to:
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- [https://esmvaltool.org](ESMValTool home page)
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- [https://esmvaltool.readthedocs.io/](ESMValTool Read The Docs page)
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## ESMValTool_Tutorial
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The ESMValTool tutorial was made to help people learn how to install, use,
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and develop ESMValTool.
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The tutorial uses the software carpentry format and tools, and can be
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followed both independently and in a taught tutorial environment.
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The tutorial has been produced by the ESMValTool User Engagement team,
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and may be forked, developped and rehosted by other groups.
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## License
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The ESMValTool is released under the Apache License, version 2.0. Citation of
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2020.
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Besides the above citation, users are kindly asked to register any journal article
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(or other scientific documents) that use the software at the ESMValTool webpage
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(http://www.esmvaltool.org/). Citing the Software Documentation Paper and
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registering your paper(s) will serve to document the scientific impact of the Software,
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which is of vital importance for securing future funding.
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You should consider this an obligation if you have taken advantage of the
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ESMValTool, which represents the end product of considerable effort by the development team.
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(or other scientific documents) that use the software at the ESMValTool webpage
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(http://www.esmvaltool.org/).
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Citing the Software Documentation Paper and registering your papers
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will serve to document the scientific impact of the Software,
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which is of vital importance for securing future funding.
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You should consider this an obligation if you have taken advantage of the
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ESMValTool, which represents the end product of considerable effort by the
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development teams.
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## Acknowledgements
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